From d4674dab13af39f427a29473469fe8f3e723f00c Mon Sep 17 00:00:00 2001 From: Liu Yiqun Date: Fri, 1 Mar 2019 18:08:21 +0800 Subject: [PATCH] Cache the chosen kernel of operators'. test=develop --- paddle/fluid/framework/operator.cc | 73 ++++++++++++++++++------------ paddle/fluid/framework/operator.h | 2 + 2 files changed, 47 insertions(+), 28 deletions(-) diff --git a/paddle/fluid/framework/operator.cc b/paddle/fluid/framework/operator.cc index 5a874fe437..fb99d2a2bc 100644 --- a/paddle/fluid/framework/operator.cc +++ b/paddle/fluid/framework/operator.cc @@ -921,57 +921,74 @@ void OperatorWithKernel::RunImpl(const Scope& scope, platform::DeviceContextPool& pool = platform::DeviceContextPool::Instance(); auto* dev_ctx = pool.Get(place); - // check if op[type] has kernel registered. - auto& all_op_kernels = AllOpKernels(); - auto kernels_iter = all_op_kernels.find(type_); - if (kernels_iter == all_op_kernels.end()) { - PADDLE_THROW( - "There are no kernels which are registered in the %s operator.", type_); - } + if (!kernel_type_) { + // LOG(INFO) << "1, kernel_type is not set."; + // check if op[type] has kernel registered. + auto& all_op_kernels = AllOpKernels(); + auto kernels_iter = all_op_kernels.find(type_); + if (kernels_iter == all_op_kernels.end()) { + PADDLE_THROW( + "There are no kernels which are registered in the %s operator.", + type_); + } - OpKernelMap& kernels = kernels_iter->second; + OpKernelMap& kernels = kernels_iter->second; - auto expected_kernel_key = this->GetExpectedKernelType( - ExecutionContext(*this, scope, *dev_ctx, ctx, nullptr)); - VLOG(3) << "expected_kernel_key:" << expected_kernel_key; + auto expected_kernel_key = this->GetExpectedKernelType( + ExecutionContext(*this, scope, *dev_ctx, ctx, nullptr)); + VLOG(3) << "expected_kernel_key:" << expected_kernel_key; - auto kernel_iter = kernels.find(expected_kernel_key); + auto kernel_iter = kernels.find(expected_kernel_key); #ifdef PADDLE_WITH_MKLDNN - // workaround for missing MKLDNN kernel when FLAGS_use_mkldnn env var is set - if (kernel_iter == kernels.end() && - expected_kernel_key.library_type_ == LibraryType::kMKLDNN) { - VLOG(3) << "missing MKLDNN kernel: fallbacking to PLAIN one"; - expected_kernel_key.library_type_ = LibraryType::kPlain; - expected_kernel_key.data_layout_ = DataLayout::kAnyLayout; - kernel_iter = kernels.find(expected_kernel_key); - } + // workaround for missing MKLDNN kernel when FLAGS_use_mkldnn env var is set + if (kernel_iter == kernels.end() && + expected_kernel_key.library_type_ == LibraryType::kMKLDNN) { + VLOG(3) << "missing MKLDNN kernel: fallbacking to PLAIN one"; + expected_kernel_key.library_type_ = LibraryType::kPlain; + expected_kernel_key.data_layout_ = DataLayout::kAnyLayout; + kernel_iter = kernels.find(expected_kernel_key); + } #endif - if (kernel_iter == kernels.end()) { - PADDLE_THROW("op %s does not have kernel for %s", type_, - KernelTypeToString(expected_kernel_key)); + if (kernel_iter == kernels.end()) { + PADDLE_THROW("op %s does not have kernel for %s", type_, + KernelTypeToString(expected_kernel_key)); + } + + kernel_type_.reset(new OpKernelType(expected_kernel_key)); + kernel_func_.reset(new OpKernelFunc(kernel_iter->second)); } + // std::shared_ptr kernel_type = kernel_type_; + // std::shared_ptr kernel_func = kernel_func_; + std::vector* kernel_configs = - GetKernelConfig(expected_kernel_key); + // GetKernelConfig(expected_kernel_key); + GetKernelConfig(*kernel_type_); // do data transformScope &transfer_scope; std::vector transfered_inplace_vars; auto* transfer_scope = - PrepareData(scope, expected_kernel_key, &transfered_inplace_vars, &ctx); + // PrepareData(scope, expected_kernel_key, &transfered_inplace_vars, + // &ctx); + PrepareData(scope, *kernel_type_, &transfered_inplace_vars, &ctx); // exec scope is the scope that kernel actually executed on. const Scope& exec_scope = (transfer_scope == nullptr ? scope : *transfer_scope); - if (!(expected_kernel_key.place_ == dev_ctx->GetPlace())) { - dev_ctx = pool.Get(expected_kernel_key.place_); + // if (!(expected_kernel_key.place_ == dev_ctx->GetPlace())) { + // dev_ctx = pool.Get(expected_kernel_key.place_); + if (!(kernel_type_->place_ == dev_ctx->GetPlace())) { + dev_ctx = pool.Get(kernel_type_->place_); } RuntimeInferShapeContext infer_shape_ctx(*this, exec_scope, ctx); this->InferShape(&infer_shape_ctx); // TODO(panyx0718): ExecutionContext should only depend on RuntimeContext // not Scope. Imperative mode only pass inputs and get outputs. - kernel_iter->second( + // kernel_iter->second( + // ExecutionContext(*this, exec_scope, *dev_ctx, ctx, kernel_configs)); + (*kernel_func_)( ExecutionContext(*this, exec_scope, *dev_ctx, ctx, kernel_configs)); if (!transfered_inplace_vars.empty()) { diff --git a/paddle/fluid/framework/operator.h b/paddle/fluid/framework/operator.h index 8a86813e93..11ef729706 100644 --- a/paddle/fluid/framework/operator.h +++ b/paddle/fluid/framework/operator.h @@ -541,6 +541,8 @@ class OperatorWithKernel : public OperatorBase { protected: mutable OpKernelConfigsMap kernel_configs_map_; + mutable std::shared_ptr kernel_type_; + mutable std::shared_ptr kernel_func_; }; extern bool OpSupportGPU(const std::string& op_type); -- GitLab